{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-04T11:56:03.542805Z",
     "start_time": "2019-09-04T11:55:59.979042Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#先引入后面可能用到的包（package）\n",
    "import pandas as pd  \n",
    "import tushare as ts \n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline   \n",
    "\n",
    "#正常显示画图时出现的中文和负号\n",
    "from pylab import mpl\n",
    "mpl.rcParams['font.sans-serif']=['SimHei']\n",
    "mpl.rcParams['axes.unicode_minus']=False\n",
    "#获取上证综指1998年至今的日交易数据\n",
    "sh=ts.get_k_data('sh',start='1998-1-1')\n",
    "sh.index=pd.to_datetime(sh.date)\n",
    "sh['close'].plot(figsize=(16,8))\n",
    "# 设置刻度字体大小\n",
    "plt.xticks(pd.date_range('1998-01-01','2019-1-1',freq='Y'))\n",
    "plt.yticks(range(1000,6100,420))\n",
    "plt.xticks(fontsize=12)\n",
    "plt.yticks(fontsize=12)\n",
    "plt.xlabel('时间',fontsize=15)\n",
    "plt.title('上证综指走势与大事记',fontsize=18)\n",
    "############A股牛市转折大事记\n",
    "#事件1：\n",
    "plt.annotate('5.19行情:\\n 1999年经济通缩\\n政策推动股市\\n为经济服务', \n",
    "   xy=('1999-1-1',1500),xytext=('1999-3-30',2000), \n",
    "   bbox = dict(boxstyle = 'round,pad=0.5',\n",
    "   fc = 'yellow', alpha = 0.5),\n",
    "   arrowprops=dict(facecolor='red', \n",
    "   shrink=0.05),fontsize=12)\n",
    "\n",
    "#事件2：\n",
    "plt.annotate('股权分置改革\\n人民币升值\\n基金大规模发行\\n流动性过剩\\n全民炒股', \n",
    "   xy=('2005-5-1',1400), \n",
    "   xytext=('2005-6-30',2000), \n",
    "   bbox = dict(boxstyle = 'round,pad=0.5',\n",
    "   fc = 'yellow', alpha = 0.5),\n",
    "   arrowprops=dict(facecolor='red',    \n",
    "   shrink=0.05),fontsize=12)\n",
    "\n",
    "#事件3：\n",
    "plt.annotate('四万亿刺激计划\\n十大产业振兴规划', \n",
    "   xy=('2008-11-1',2200), \n",
    "   xytext=('2009-1-1',3580), \n",
    "   bbox = dict(boxstyle = 'round,pad=0.5',\n",
    "   fc = 'yellow', alpha = 0.5),\n",
    "   arrowprops=dict(facecolor='red',\n",
    "   shrink=0.05),fontsize=12)\n",
    "\n",
    "#事件4：\n",
    "plt.annotate('全面深化改革\\n资本洼地\\n杠杆资金', \n",
    "   xy=('2014-7-1',2054), \n",
    "   xytext=('2014-3-1',2500), \n",
    "   bbox = dict(boxstyle = 'round,pad=0.5',\n",
    "   fc = 'yellow', alpha = 0.5),\n",
    "   arrowprops=dict(facecolor='red',   \n",
    "   shrink=0.05),fontsize=12)\n",
    "############A股熊市转折大事记\n",
    "#事件1：\n",
    "plt.annotate('国有股市价减持', \n",
    "   xy=('2001-6-1',2260), \n",
    "   xytext=('2001-10-30',3000), \n",
    "   bbox = dict(boxstyle = 'round,pad=0.5',\n",
    "   fc = 'grey', alpha = 0.5),\n",
    "   arrowprops=dict(facecolor='g', \n",
    "   shrink=0.05),fontsize=12)\n",
    "#事件2：\n",
    "plt.annotate('通胀、基金暂停发行\\n次贷危机、大小非减持', \n",
    "   xy=('2007-10-1',6100), \n",
    "   xytext=('2008-1-30',5000), \n",
    "   bbox = dict(boxstyle = 'round,pad=0.5',\n",
    "   fc = 'grey', alpha = 0.5),\n",
    "   arrowprops=dict(facecolor='g', \n",
    "   shrink=0.05),fontsize=12)\n",
    "#事件3：\n",
    "plt.annotate('IPO重启、收紧的货币\\n地产调控政策、不断解禁的大小非', \n",
    "    xy=('2009-8-1',3500), \n",
    "    xytext=('2010-1-1',1500), \n",
    "    bbox = dict(boxstyle = 'round,pad=0.5',\n",
    "    fc = 'grey', alpha = 0.5),\n",
    "    arrowprops=dict(facecolor='g',\n",
    "    shrink=0.05),fontsize=12)\n",
    "#事件4：\n",
    "plt.annotate('场外配资清理\\n场内融资\\n分级基金去杠杆', \n",
    "    xy=('2015-8-15',4000), \n",
    "    xytext=('2015-6-15',5200), \n",
    "    bbox = dict(boxstyle = 'round,pad=0.5',\n",
    "    fc = 'grey', alpha = 0.5),\n",
    "    arrowprops=dict(facecolor='g', \n",
    "    shrink=0.05),fontsize=12)\n",
    "############未来路在何方？\n",
    "plt.annotate('金融去杠杆\\n严监管\\n中美贸易战\\n路在何方？', \n",
    "     xy=('2017-12-15',3200), \n",
    "     xytext=('2018-1-1',1600), \n",
    "     bbox = dict(boxstyle = 'round,pad=0.5',\n",
    "     fc = 'blue', alpha = 0.5),\n",
    "     arrowprops=dict(facecolor='k', \n",
    "     shrink=0.05),fontsize=12)\n",
    "#保存图片到本地\n",
    "#plt.savefig('D:/CuteHand/sh.jpg')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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